Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	150000
Missing cells	19168
Missing cells (%)	0.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	35.5 MiB
Average record size in memory	248.0 B

Variable types

NUM	27
BOOL	3
CAT	1

Warnings

`offerType` has constant value "150000"	Constant
`v_5` is highly correlated with `v_2` and 1 other fields	High correlation
`v_2` is highly correlated with `v_5` and 1 other fields	High correlation
`v_6` is highly correlated with `v_1` and 1 other fields	High correlation
`v_1` is highly correlated with `v_6` and 1 other fields	High correlation
`v_7` is highly correlated with `v_2` and 1 other fields	High correlation
`v_8` is highly correlated with `v_3`	High correlation
`v_3` is highly correlated with `v_8`	High correlation
`v_9` is highly correlated with `v_4`	High correlation
`v_4` is highly correlated with `v_9` and 1 other fields	High correlation
`v_10` is highly correlated with `v_1` and 1 other fields	High correlation
`v_13` is highly correlated with `v_4`	High correlation
`bodyType` has 4506 (3.0%) missing values	Missing
`fuelType` has 8680 (5.8%) missing values	Missing
`gearbox` has 5981 (4.0%) missing values	Missing
`power` is highly skewed (γ1 = 65.86317787)	Skewed
`creatDate` is highly skewed (γ1 = -79.01331042)	Skewed
`SaleID` has unique values	Unique
`model` has 11762 (7.8%) zeros	Zeros
`brand` has 31480 (21.0%) zeros	Zeros
`bodyType` has 41420 (27.6%) zeros	Zeros
`fuelType` has 91656 (61.1%) zeros	Zeros
`power` has 12829 (8.6%) zeros	Zeros
`v_5` has 4485 (3.0%) zeros	Zeros
`v_6` has 35465 (23.6%) zeros	Zeros
`v_7` has 5467 (3.6%) zeros	Zeros
`v_8` has 1597 (1.1%) zeros	Zeros
`v_9` has 3486 (2.3%) zeros	Zeros

Reproduction

Analysis started	2020-11-10 20:29:19.915312
Analysis finished	2020-11-10 20:31:47.231388
Duration	2 minutes and 27.32 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

SaleID
Real number (ℝ_≥0)

UNIQUE

Distinct	150000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74999.5
Minimum	0
Maximum	149999
Zeros	1
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	7499.95
Q1	37499.75
median	74999.5
Q3	112499.25
95-th percentile	142499.05
Maximum	149999
Range	149999
Interquartile range (IQR)	74999.5

Descriptive statistics

Standard deviation	43301.41453
Coefficient of variation (CV)	0.5773560427
Kurtosis	-1.2
Mean	74999.5
Median Absolute Deviation (MAD)	37500
Skewness	0
Sum	1.1249925e+10
Variance	1875012500
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
113949	1	< 0.1%
15661	1	< 0.1%
13612	1	< 0.1%
3371	1	< 0.1%
1322	1	< 0.1%
7465	1	< 0.1%
5416	1	< 0.1%
27943	1	< 0.1%
25894	1	< 0.1%
Other values (149990)	149990	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
149999	1	< 0.1%
149998	1	< 0.1%
149997	1	< 0.1%
149996	1	< 0.1%
149995	1	< 0.1%

name
Real number (ℝ_≥0)

Distinct	99662
Distinct (%)	66.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	68349.17287
Minimum	0
Maximum	196812
Zeros	4
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	811
Q1	11156
median	51638
Q3	118841.25
95-th percentile	180617.05
Maximum	196812
Range	196812
Interquartile range (IQR)	107685.25

Descriptive statistics

Standard deviation	61103.87509
Coefficient of variation (CV)	0.8939958236
Kurtosis	-1.039944629
Mean	68349.17287
Median Absolute Deviation (MAD)	46018
Skewness	0.5576057626
Sum	1.025237593e+10
Variance	3733683552
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
708	282	0.2%
387	282	0.2%
55	280	0.2%
1541	263	0.2%
203	233	0.2%
53	221	0.1%
713	217	0.1%
290	197	0.1%
1186	184	0.1%
911	182	0.1%
Other values (99652)	147659	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
6	35	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
196812	1	< 0.1%
196811	1	< 0.1%
196810	1	< 0.1%
196809	1	< 0.1%
196807	1	< 0.1%

regDate
Real number (ℝ_≥0)

Distinct	3894
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20034170.51
Minimum	19910001
Maximum	20151212
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	19910001
5-th percentile	19950209
Q1	19990912
median	20030912
Q3	20071109
95-th percentile	20120811
Maximum	20151212
Range	241211
Interquartile range (IQR)	80197

Descriptive statistics

Standard deviation	53649.87926
Coefficient of variation (CV)	0.00267791867
Kurtosis	-0.6973078263
Mean	20034170.51
Median Absolute Deviation (MAD)	40096
Skewness	0.02849507907
Sum	3.005125577e+12
Variance	2878309544
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000008	180	0.1%
20000011	158	0.1%
20000004	157	0.1%
20000010	157	0.1%
20000002	155	0.1%
20000009	154	0.1%
20000005	151	0.1%
20000001	149	0.1%
20000006	143	0.1%
20000007	142	0.1%
Other values (3884)	148454	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19910001	14	< 0.1%
19910002	14	< 0.1%
19910003	12	< 0.1%
19910004	11	< 0.1%
19910005	15	< 0.1%

Value	Count	Frequency (%)
20151212	1	< 0.1%
20151211	3	< 0.1%
20151210	5	< 0.1%
20151209	1	< 0.1%
20151208	4	< 0.1%

model
Real number (ℝ_≥0)

ZEROS

Distinct	248
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	47.12902086
Minimum	0
Maximum	247
Zeros	11762
Zeros (%)	7.8%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	30
Q3	66
95-th percentile	162
Maximum	247
Range	247
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	49.53603965
Coefficient of variation (CV)	1.051072964
Kurtosis	1.740483202
Mean	47.12902086
Median Absolute Deviation (MAD)	24
Skewness	1.484387653
Sum	7069306
Variance	2453.819225
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11762	7.8%
19	9573	6.4%
4	8445	5.6%
1	6038	4.0%
29	5186	3.5%
48	5052	3.4%
40	4502	3.0%
26	4496	3.0%
8	4391	2.9%
31	3827	2.6%
Other values (238)	86727	57.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11762	7.8%
1	6038	4.0%
2	286	0.2%
3	920	0.6%
4	8445	5.6%

Value	Count	Frequency (%)
247	1	< 0.1%
246	7	< 0.1%
245	2	< 0.1%
244	3	< 0.1%
243	4	< 0.1%

brand
Real number (ℝ_≥0)

ZEROS

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.052733333
Minimum	0
Maximum	39
Zeros	31480
Zeros (%)	21.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	13
95-th percentile	25
Maximum	39
Range	39
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.864956341
Coefficient of variation (CV)	0.9766815832
Kurtosis	1.076201475
Mean	8.052733333
Median Absolute Deviation (MAD)	5
Skewness	1.150760283
Sum	1207910
Variance	61.85753825
Monotocity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	31480	21.0%
4	16737	11.2%
14	16089	10.7%
10	14249	9.5%
1	13794	9.2%
6	10217	6.8%
9	7306	4.9%
5	4665	3.1%
13	3817	2.5%
11	2945	2.0%
Other values (30)	28701	19.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31480	21.0%
1	13794	9.2%
2	321	0.2%
3	2461	1.6%
4	16737	11.2%

Value	Count	Frequency (%)
39	9	< 0.1%
38	65	< 0.1%
37	333	0.2%
36	228	0.2%
35	180	0.1%

bodyType
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	4506
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.792369445
Minimum	0
Maximum	7
Zeros	41420
Zeros (%)	27.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.760639503
Coefficient of variation (CV)	0.9822972091
Kurtosis	0.2069369316
Mean	1.792369445
Median Absolute Deviation (MAD)	1
Skewness	0.991529939
Sum	260779
Variance	3.099851461
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	41420	27.6%
1	35272	23.5%
2	30324	20.2%
3	13491	9.0%
4	9609	6.4%
5	7607	5.1%
6	6482	4.3%
7	1289	0.9%
(Missing)	4506	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41420	27.6%
1	35272	23.5%
2	30324	20.2%
3	13491	9.0%
4	9609	6.4%

Value	Count	Frequency (%)
7	1289	0.9%
6	6482	4.3%
5	7607	5.1%
4	9609	6.4%
3	13491	9.0%

fuelType
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	8680
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%

Mean	0.3758420606
Minimum	0
Maximum	6
Zeros	91656
Zeros (%)	61.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5486766226
Coefficient of variation (CV)	1.459859553
Kurtosis	5.8800487
Mean	0.3758420606
Median Absolute Deviation (MAD)	0
Skewness	1.595485994
Sum	53114
Variance	0.3010460362
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	91656	61.1%
1	46991	31.3%
2	2212	1.5%
3	262	0.2%
4	118	0.1%
5	45	< 0.1%
6	36	< 0.1%
(Missing)	8680	5.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	91656	61.1%
1	46991	31.3%
2	2212	1.5%
3	262	0.2%
4	118	0.1%

Value	Count	Frequency (%)
6	36	< 0.1%
5	45	< 0.1%
4	118	0.1%
3	262	0.2%
2	2212	1.5%

gearbox
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	5981
Missing (%)	4.0%
Memory size	1.1 MiB

0	111623
1	32396
(Missing)	5981

Common Values
Chart

Value	Count	Frequency (%)
0	111623	74.4%
1	32396	21.6%
(Missing)	5981	4.0%

power
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	566
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	119.3165467
Minimum	0
Maximum	19312
Zeros	12829
Zeros (%)	8.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	75
median	110
Q3	150
95-th percentile	232
Maximum	19312
Range	19312
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	177.1684192
Coefficient of variation (CV)	1.484860433
Kurtosis	5733.451054
Mean	119.3165467
Median Absolute Deviation (MAD)	37
Skewness	65.86317787
Sum	17897482
Variance	31388.64875
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12829	8.6%
75	9593	6.4%
150	6495	4.3%
60	6374	4.2%
140	5963	4.0%
101	5537	3.7%
116	5177	3.5%
90	4890	3.3%
170	4791	3.2%
105	4457	3.0%
Other values (556)	83894	55.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12829	8.6%
1	8	< 0.1%
2	3	< 0.1%
3	3	< 0.1%
4	9	< 0.1%

Value	Count	Frequency (%)
19312	1	< 0.1%
17932	1	< 0.1%
17700	1	< 0.1%
17410	1	< 0.1%
17322	1	< 0.1%

kilometer
Real number (ℝ_≥0)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.59716
Minimum	0.5
Maximum	15
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0.5
5-th percentile	4
Q1	12.5
median	15
Q3	15
95-th percentile	15
Maximum	15
Range	14.5
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	3.919575532
Coefficient of variation (CV)	0.3111475549
Kurtosis	1.141934188
Mean	12.59716
Median Absolute Deviation (MAD)	0
Skewness	-1.525921365
Sum	1889574
Variance	15.36307235
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
15	96877	64.6%
12.5	15722	10.5%
10	6459	4.3%
9	5257	3.5%
8	4573	3.0%
7	4084	2.7%
6	3725	2.5%
5	3144	2.1%
4	2718	1.8%
3	2501	1.7%
Other values (3)	4940	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5	1840	1.2%
1	746	0.5%
2	2354	1.6%
3	2501	1.7%
4	2718	1.8%

Value	Count	Frequency (%)
15	96877	64.6%
12.5	15722	10.5%
10	6459	4.3%
9	5257	3.5%
8	4573	3.0%

notRepairedDamage
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0.0	111361
-	24324
1.0	14315

Frequencies
Length

Value	Count	Frequency (%)
0.0	111361	74.2%
-	24324	16.2%
1.0	14315	9.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	2.67568
Min length	1

regionCode
Real number (ℝ_≥0)

Distinct	7905
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2583.077267
Minimum	0
Maximum	8120
Zeros	63
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	188
Q1	1018
median	2196
Q3	3843
95-th percentile	6244.05
Maximum	8120
Range	8120
Interquartile range (IQR)	2825

Descriptive statistics

Standard deviation	1885.363218
Coefficient of variation (CV)	0.7298903685
Kurtosis	-0.3408317795
Mean	2583.077267
Median Absolute Deviation (MAD)	1349
Skewness	0.6888811779
Sum	387461590
Variance	3554594.464
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
419	369	0.2%
764	258	0.2%
125	137	0.1%
176	136	0.1%
462	134	0.1%
428	132	0.1%
24	130	0.1%
1184	130	0.1%
122	129	0.1%
828	126	0.1%
Other values (7895)	148319	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	63	< 0.1%
1	17	< 0.1%
2	26	< 0.1%
3	30	< 0.1%
4	65	< 0.1%

Value	Count	Frequency (%)
8120	1	< 0.1%
8117	1	< 0.1%
8113	1	< 0.1%
8112	1	< 0.1%
8109	1	< 0.1%

seller
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	149999
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	149999	> 99.9%
1	1	< 0.1%

offerType
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	150000

Common Values
Chart

Value	Count	Frequency (%)
0	150000	100.0%

creatDate
Real number (ℝ_≥0)

SKEWED

Distinct	96
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20160330.79
Minimum	20150618
Maximum	20160407
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	20150618
5-th percentile	20160307
Q1	20160313
median	20160321
Q3	20160329
95-th percentile	20160404
Maximum	20160407
Range	9789
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	106.7328088
Coefficient of variation (CV)	5.294199283e-06
Kurtosis	6881.080328
Mean	20160330.79
Median Absolute Deviation (MAD)	8
Skewness	-79.01331042
Sum	3.024049619e+12
Variance	11391.89248
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20160403	5848	3.9%
20160404	5606	3.7%
20160320	5485	3.7%
20160312	5383	3.6%
20160402	5382	3.6%
20160321	5361	3.6%
20160314	5278	3.5%
20160328	5218	3.5%
20160319	5213	3.5%
20160307	5203	3.5%
Other values (86)	96023	64.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20150618	1	< 0.1%
20150807	1	< 0.1%
20150810	1	< 0.1%
20150904	2	< 0.1%
20150909	1	< 0.1%

Value	Count	Frequency (%)
20160407	223	0.1%
20160406	505	0.3%
20160405	1688	1.1%
20160404	5606	3.7%
20160403	5848	3.9%

price
Real number (ℝ_≥0)

Distinct	3763
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5923.327333
Minimum	11
Maximum	99999
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	11
5-th percentile	400
Q1	1300
median	3250
Q3	7700
95-th percentile	19970
Maximum	99999
Range	99988
Interquartile range (IQR)	6400

Descriptive statistics

Standard deviation	7501.998477
Coefficient of variation (CV)	1.266517627
Kurtosis	18.99518336
Mean	5923.327333
Median Absolute Deviation (MAD)	2351
Skewness	3.346486763
Sum	888499100
Variance	56279981.14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	2337	1.6%
1500	2158	1.4%
1200	1922	1.3%
1000	1850	1.2%
2500	1821	1.2%
600	1535	1.0%
3500	1533	1.0%
800	1513	1.0%
2000	1378	0.9%
999	1356	0.9%
Other values (3753)	132597	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	2	< 0.1%
12	3	< 0.1%
13	6	< 0.1%
14	1	< 0.1%
15	13	< 0.1%

Value	Count	Frequency (%)
99999	5	< 0.1%
99990	1	< 0.1%
99900	1	< 0.1%
98430	1	< 0.1%
98000	2	< 0.1%

v_0
Real number (ℝ_≥0)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.40626753
Minimum	30.45197649
Maximum	52.30417826
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	30.45197649
5-th percentile	40.9957098
Q1	43.13579888
median	44.61026572
Q3	46.0047209
95-th percentile	47.74725825
Maximum	52.30417826
Range	21.85220177
Interquartile range (IQR)	2.868922015

Descriptive statistics

Standard deviation	2.457547906
Coefficient of variation (CV)	0.05534236591
Kurtosis	3.993841049
Mean	44.40626753
Median Absolute Deviation (MAD)	1.431596579
Skewness	-1.316712325
Sum	6660940.13
Variance	6.039541711
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.34911469	20	< 0.1%
48.0872165	16	< 0.1%
47.56845031	15	< 0.1%
48.61814962	15	< 0.1%
47.84035689	15	< 0.1%
48.25143023	15	< 0.1%
48.43343972	14	< 0.1%
47.80298905	14	< 0.1%
48.26590733	14	< 0.1%
47.66644402	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30.45197649	1	< 0.1%
30.6073942	1	< 0.1%
30.82789938	1	< 0.1%
30.8293016	1	< 0.1%
31.00220029	1	< 0.1%

Value	Count	Frequency (%)
52.30417826	1	< 0.1%
51.88151656	1	< 0.1%
51.81542136	1	< 0.1%
51.71244476	1	< 0.1%
51.70440641	1	< 0.1%

v_1
Real number (ℝ)

HIGH CORRELATION

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.04480912301
Minimum	-4.295588903
Maximum	7.320308375
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.295588903
5-th percentile	-3.315105571
Q1	-3.192349286
median	-3.052671416
Q3	4.000669795
95-th percentile	5.156493473
Maximum	7.320308375
Range	11.61589728
Interquartile range (IQR)	7.193019081

Descriptive statistics

Standard deviation	3.641893018
Coefficient of variation (CV)	-81.27570398
Kurtosis	-1.753016996
Mean	-0.04480912301
Median Absolute Deviation (MAD)	0.2473609618
Skewness	0.3594542872
Sum	-6721.368452
Variance	13.26338475
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.245133027	20	< 0.1%
3.183322711	16	< 0.1%
1.942731923	15	< 0.1%
3.354949272	15	< 0.1%
2.796738683	15	< 0.1%
3.116687784	15	< 0.1%
2.886858389	14	< 0.1%
3.396243998	14	< 0.1%
3.195363167	14	< 0.1%
3.400294632	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.295588903	1	< 0.1%
-4.236904217	1	< 0.1%
-4.200243504	1	< 0.1%
-4.169894283	1	< 0.1%
-4.11464681	1	< 0.1%

Value	Count	Frequency (%)
7.320308375	1	< 0.1%
7.299601831	1	< 0.1%
7.270447755	1	< 0.1%
7.251385223	1	< 0.1%
7.189598872	1	< 0.1%

v_2
Real number (ℝ)

HIGH CORRELATION

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08076505845
Minimum	-4.47067143
Maximum	19.0354965
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.47067143
5-th percentile	-1.78064028
Q1	-0.9706712005
median	-0.3829468904
Q3	0.2413348522
95-th percentile	1.228078873
Maximum	19.0354965
Range	23.50616793
Interquartile range (IQR)	1.212006053

Descriptive statistics

Standard deviation	2.929617945
Coefficient of variation (CV)	36.27333405
Kurtosis	23.86059102
Mean	0.08076505845
Median Absolute Deviation (MAD)	0.605197914
Skewness	4.842555904
Sum	12114.75877
Variance	8.582661304
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3498599506	20	< 0.1%
0.8265767659	16	< 0.1%
0.8877624977	15	< 0.1%
-0.1583641418	15	< 0.1%
0.9806164814	15	< 0.1%
0.0307076025	15	< 0.1%
-0.0281644461	14	< 0.1%
-0.1289230628	14	< 0.1%
0.9858723586	14	< 0.1%
0.470568901	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.47067143	1	< 0.1%
-4.155742905	1	< 0.1%
-4.022534299	1	< 0.1%
-3.741392553	1	< 0.1%
-3.737970421	2	< 0.1%

Value	Count	Frequency (%)
19.0354965	1	< 0.1%
18.99430891	1	< 0.1%
18.80211771	1	< 0.1%
18.67641395	1	< 0.1%
18.65675078	1	< 0.1%

v_3
Real number (ℝ)

HIGH CORRELATION

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.07883342346
Minimum	-7.275036707
Maximum	9.854701534
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-7.275036707
5-th percentile	-3.173722911
Q1	-1.462580044
median	0.09972198465
Q3	1.565838202
95-th percentile	3.34599903
Maximum	9.854701534
Range	17.12973824
Interquartile range (IQR)	3.028418246

Descriptive statistics

Standard deviation	2.026514036
Coefficient of variation (CV)	25.70627973
Kurtosis	-0.4180058877
Mean	0.07883342346
Median Absolute Deviation (MAD)	1.511755874
Skewness	0.1062920405
Sum	11825.01352
Variance	4.106759138
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2182005123	20	< 0.1%
-1.312989982	16	< 0.1%
-2.006612314	15	< 0.1%
-1.619872925	15	< 0.1%
-1.61243245	15	< 0.1%
-1.382756053	15	< 0.1%
-1.881849681	14	< 0.1%
-1.713509257	14	< 0.1%
-1.690953035	14	< 0.1%
-1.199487739	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.275036707	1	< 0.1%
-5.817029459	1	< 0.1%
-5.50069172	1	< 0.1%
-5.455090672	1	< 0.1%
-5.416255161	1	< 0.1%

Value	Count	Frequency (%)
9.854701534	1	< 0.1%
9.369226864	1	< 0.1%
9.181525054	1	< 0.1%
9.121567529	1	< 0.1%
9.102653962	1	< 0.1%

v_4
Real number (ℝ)

HIGH CORRELATION

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.01787461475
Minimum	-4.364565242
Maximum	6.82935164
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.364565242
5-th percentile	-1.694681469
Q1	-0.9211914838
median	-0.07591042907
Q3	0.8687584354
95-th percentile	2.100814569
Maximum	6.82935164
Range	11.19391688
Interquartile range (IQR)	1.789949919

Descriptive statistics

Standard deviation	1.193661387
Coefficient of variation (CV)	66.77969868
Kurtosis	-0.1972952432
Mean	0.01787461475
Median Absolute Deviation (MAD)	0.8881576237
Skewness	0.3679889702
Sum	2681.192212
Variance	1.424827506
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.626828233	20	< 0.1%
0.6967751761	16	< 0.1%
-0.3658995025	15	< 0.1%
-0.3649862222	15	< 0.1%
-0.3798153928	15	< 0.1%
1.23545786	15	< 0.1%
1.617135927	14	< 0.1%
-0.3048146874	14	< 0.1%
-0.3932832081	14	< 0.1%
-0.2910286045	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.364565242	1	< 0.1%
-4.233625966	1	< 0.1%
-4.211500995	1	< 0.1%
-4.156168164	1	< 0.1%
-4.095555032	1	< 0.1%

Value	Count	Frequency (%)
6.82935164	1	< 0.1%
4.95909398	1	< 0.1%
4.955469803	1	< 0.1%
4.87727069	1	< 0.1%
4.846567074	1	< 0.1%

v_5
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	139624
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2482035284
Minimum	0
Maximum	0.2918381131
Zeros	4485
Zeros (%)	3.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.2270593411
Q1	0.2436153531
median	0.2577979663
Q3	0.2652972593
95-th percentile	0.2779034901
Maximum	0.2918381131
Range	0.2918381131
Interquartile range (IQR)	0.02168190624

Descriptive statistics

Standard deviation	0.04580397102
Coefficient of variation (CV)	0.1845419818
Kurtosis	22.93408106
Mean	0.2482035284
Median Absolute Deviation (MAD)	0.009677048151
Skewness	-4.737093909
Sum	37230.52926
Variance	0.002098003761
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4485	3.0%
0.2694058132	20	< 0.1%
0.2562264318	16	< 0.1%
0.2610820816	15	< 0.1%
0.2770966197	15	< 0.1%
0.2609957841	15	< 0.1%
0.2657638553	15	< 0.1%
0.263125818	14	< 0.1%
0.2606313746	14	< 0.1%
0.2773974215	14	< 0.1%
Other values (139614)	145377	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4485	3.0%
1.182991951e-05	1	< 0.1%
3.541627639e-05	1	< 0.1%
4.983770368e-05	1	< 0.1%
9.987459124e-05	1	< 0.1%

Value	Count	Frequency (%)
0.2918381131	1	< 0.1%
0.2916221047	1	< 0.1%
0.291473069	1	< 0.1%
0.2914312843	1	< 0.1%
0.291293837	1	< 0.1%

v_6
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	109766
Distinct (%)	73.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.04492300431
Minimum	0
Maximum	0.1514195959
Zeros	35465
Zeros (%)	23.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.811099819e-05
median	0.0008120586185
Q3	0.1020092977
95-th percentile	0.119640585
Maximum	0.1514195959
Range	0.1514195959
Interquartile range (IQR)	0.1019711867

Descriptive statistics

Standard deviation	0.05174278749
Coefficient of variation (CV)	1.151810488
Kurtosis	-1.742566654
Mean	0.04492300431
Median Absolute Deviation (MAD)	0.0008120586185
Skewness	0.3680730421
Sum	6738.450646
Variance	0.002677316057
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35465	23.6%
5.281627533e-05	20	< 0.1%
0.09347230563	16	< 0.1%
0.07521186781	15	< 0.1%
0.08756163723	15	< 0.1%
0.09502883385	15	< 0.1%
0.09188745529	15	< 0.1%
0.09545229844	14	< 0.1%
0.08870361553	14	< 0.1%
0.09285305161	14	< 0.1%
Other values (109756)	114397	76.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35465	23.6%
1.498903956e-08	1	< 0.1%
1.855559964e-08	1	< 0.1%
3.458416163e-08	1	< 0.1%
5.365260697e-08	1	< 0.1%

Value	Count	Frequency (%)
0.1514195959	1	< 0.1%
0.1511057713	1	< 0.1%
0.1503892133	1	< 0.1%
0.1503220462	1	< 0.1%
0.1499101503	1	< 0.1%

v_7
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	138709
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1246924611
Minimum	0
Maximum	1.404936375
Zeros	5467
Zeros (%)	3.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.007337314046
Q1	0.06247353269
median	0.09586589827
Q3	0.1252429449
95-th percentile	0.1681911025
Maximum	1.404936375
Range	1.404936375
Interquartile range (IQR)	0.06276941225

Descriptive statistics

Standard deviation	0.2014095303
Coefficient of variation (CV)	1.615250261
Kurtosis	25.84548929
Mean	0.1246924611
Median Absolute Deviation (MAD)	0.03105539056
Skewness	5.130233019
Sum	18703.86917
Variance	0.04056579891
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5467	3.6%
0.1242125722	20	< 0.1%
0.1302719182	16	< 0.1%
0.139667344	15	< 0.1%
0.05167975228	15	< 0.1%
0.08159521024	15	< 0.1%
0.1409074869	15	< 0.1%
0.1408648003	14	< 0.1%
0.07292957058	14	< 0.1%
0.0451710962	14	< 0.1%
Other values (138699)	144395	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5467	3.6%
8.788703506e-07	1	< 0.1%
4.967235703e-06	1	< 0.1%
5.313628437e-06	1	< 0.1%
7.115923657e-06	1	< 0.1%

Value	Count	Frequency (%)
1.404936375	1	< 0.1%
1.401999012	1	< 0.1%
1.387846594	1	< 0.1%
1.385366787	1	< 0.1%
1.372934179	1	< 0.1%

v_8
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	142451
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05814385476
Minimum	0
Maximum	0.1607909853
Zeros	1597
Zeros (%)	1.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01353156407
Q1	0.03533368675
median	0.05701359764
Q3	0.07938157081
95-th percentile	0.1087993996
Maximum	0.1607909853
Range	0.1607909853
Interquartile range (IQR)	0.04404788406

Descriptive statistics

Standard deviation	0.02918575568
Coefficient of variation (CV)	0.5019577013
Kurtosis	-0.6362252576
Mean	0.05814385476
Median Absolute Deviation (MAD)	0.02199898145
Skewness	0.204613257
Sum	8721.578214
Variance	0.0008518083346
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1597	1.1%
0.06735800888	20	< 0.1%
0.07474168883	16	< 0.1%
0.0732681433	15	< 0.1%
0.07590468059	15	< 0.1%
0.07666355645	15	< 0.1%
0.08469556352	15	< 0.1%
0.07865835259	14	< 0.1%
0.08058404544	14	< 0.1%
0.07537557616	14	< 0.1%
Other values (142441)	148265	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1597	1.1%
9.229282312e-07	1	< 0.1%
2.029666399e-06	1	< 0.1%
4.413213728e-06	1	< 0.1%
6.403629719e-06	1	< 0.1%

Value	Count	Frequency (%)
0.1607909853	1	< 0.1%
0.1597096024	1	< 0.1%
0.1577662813	1	< 0.1%
0.1555761419	1	< 0.1%
0.1538494068	1	< 0.1%

v_9
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	140617
Distinct (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0619958947
Minimum	0
Maximum	0.2227874876
Zeros	3486
Zeros (%)	2.3%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.009496496083
Q1	0.03393017697
median	0.05848366702
Q3	0.08749054835
95-th percentile	0.1248414393
Maximum	0.2227874876
Range	0.2227874876
Interquartile range (IQR)	0.05356037137

Descriptive statistics

Standard deviation	0.03569197873
Coefficient of variation (CV)	0.575715197
Kurtosis	-0.3214911789
Mean	0.0619958947
Median Absolute Deviation (MAD)	0.02654984894
Skewness	0.4195007497
Sum	9299.384205
Variance	0.001273917346
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3486	2.3%
0.01486672915	20	< 0.1%
0.08276476968	16	< 0.1%
0.1011497378	15	< 0.1%
0.05153510167	15	< 0.1%
0.04587739606	15	< 0.1%
0.04676530325	15	< 0.1%
0.04961071498	14	< 0.1%
0.04820274816	14	< 0.1%
0.11088657	14	< 0.1%
Other values (140607)	146376	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3486	2.3%
1.271994569e-06	1	< 0.1%
3.552864466e-06	1	< 0.1%
5.529589418e-06	1	< 0.1%
7.708846052e-06	1	< 0.1%

Value	Count	Frequency (%)
0.2227874876	1	< 0.1%
0.2136169591	1	< 0.1%
0.2117691737	1	< 0.1%
0.211074674	1	< 0.1%
0.2104021627	1	< 0.1%

v_10
Real number (ℝ)

HIGH CORRELATION

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.001000238809
Minimum	-9.16819241
Maximum	12.35701062
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-9.16819241
5-th percentile	-5.65890342
Q1	-3.72230288
median	1.624076331
Q3	2.844356776
95-th percentile	4.056172056
Maximum	12.35701062
Range	21.52520303
Interquartile range (IQR)	6.566659656

Descriptive statistics

Standard deviation	3.772386394
Coefficient of variation (CV)	-3771.485731
Kurtosis	-0.5779350635
Mean	-0.001000238809
Median Absolute Deviation (MAD)	2.148033959
Skewness	0.02522046412
Sum	-150.0358213
Variance	14.23089911
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.329386406	20	< 0.1%
-4.303480552	16	< 0.1%
-3.163235777	15	< 0.1%
-4.757358503	15	< 0.1%
-4.383928893	15	< 0.1%
-4.047399926	15	< 0.1%
-4.686442272	14	< 0.1%
-3.950857205	14	< 0.1%
-4.815884497	14	< 0.1%
-3.877387325	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.16819241	1	< 0.1%
-9.109525099	1	< 0.1%
-8.798809873	1	< 0.1%
-8.776898545	1	< 0.1%
-8.563886287	1	< 0.1%

Value	Count	Frequency (%)
12.35701062	1	< 0.1%
12.3193027	1	< 0.1%
12.28529882	1	< 0.1%
12.18050295	1	< 0.1%
12.16900107	1	< 0.1%

v_11
Real number (ℝ)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.009034543473
Minimum	-5.558206704
Maximum	18.81904247
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-5.558206704
5-th percentile	-3.373762442
Q1	-1.951543007
median	-0.3580526972
Q3	1.255021657
95-th percentile	2.840711833
Maximum	18.81904247
Range	24.37724917
Interquartile range (IQR)	3.206564665

Descriptive statistics

Standard deviation	3.286071221
Coefficient of variation (CV)	363.7229962
Kurtosis	12.56873147
Mean	0.009034543473
Median Absolute Deviation (MAD)	1.603479007
Skewness	3.029145813
Sum	1355.181521
Variance	10.79826407
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.255590644	20	< 0.1%
-0.3300530272	16	< 0.1%
-1.107940254	15	< 0.1%
-0.8026135578	15	< 0.1%
-1.436493608	15	< 0.1%
-0.07987170397	15	< 0.1%
-1.229805655	14	< 0.1%
-1.124892465	14	< 0.1%
-0.3059463708	14	< 0.1%
0.09586985004	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.558206704	1	< 0.1%
-5.403044225	1	< 0.1%
-5.391154102	1	< 0.1%
-5.366580189	1	< 0.1%
-5.362860991	1	< 0.1%

Value	Count	Frequency (%)
18.81904247	1	< 0.1%
18.80207184	1	< 0.1%
18.80121836	1	< 0.1%
18.7871018	1	< 0.1%
18.76544301	1	< 0.1%

v_12
Real number (ℝ)

Distinct	143997
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004812595252
Minimum	-9.639552114
Maximum	13.84779152
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-9.639552114
5-th percentile	-3.790116166
Q1	-1.871845761
median	-0.1307533175
Q3	1.776932949
95-th percentile	4.100404318
Maximum	13.84779152
Range	23.48734364
Interquartile range (IQR)	3.64877871

Descriptive statistics

Standard deviation	2.517477676
Coefficient of variation (CV)	523.1018908
Kurtosis	0.2689373892
Mean	0.004812595252
Median Absolute Deviation (MAD)	1.819659384
Skewness	0.3653576011
Sum	721.8892878
Variance	6.33769385
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8474330653	20	< 0.1%
2.486296944	16	< 0.1%
2.375255682	15	< 0.1%
3.097962759	15	< 0.1%
2.10447048	15	< 0.1%
2.515776809	15	< 0.1%
2.76974006	14	< 0.1%
2.387382343	14	< 0.1%
2.260273184	14	< 0.1%
2.291053577	12	< 0.1%
Other values (143987)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.639552114	1	< 0.1%
-9.404105892	1	< 0.1%
-9.288895057	1	< 0.1%
-9.223992577	1	< 0.1%
-8.679290001	1	< 0.1%

Value	Count	Frequency (%)
13.84779152	1	< 0.1%
13.56201137	1	< 0.1%
13.11304284	1	< 0.1%
13.08366141	1	< 0.1%
12.97305681	1	< 0.1%

v_13
Real number (ℝ)

HIGH CORRELATION

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0003126119439
Minimum	-4.153898796
Maximum	11.14766861
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.153898796
5-th percentile	-1.931083984
Q1	-1.057788984
median	-0.03624460356
Q3	0.9428130826
95-th percentile	2.187794499
Maximum	11.14766861
Range	15.30156741
Interquartile range (IQR)	2.000602067

Descriptive statistics

Standard deviation	1.288987639
Coefficient of variation (CV)	4123.283402
Kurtosis	-0.4382740227
Mean	0.0003126119439
Median Absolute Deviation (MAD)	1.002843891
Skewness	0.2679151914
Sum	46.89179159
Variance	1.661489135
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.698496921	20	< 0.1%
-0.04346267135	16	< 0.1%
0.548696614	15	< 0.1%
-0.8346971591	15	< 0.1%
-0.499452746	15	< 0.1%
-0.3678552551	15	< 0.1%
-0.6628001058	14	< 0.1%
-0.3759573692	14	< 0.1%
1.037323962	14	< 0.1%
-0.4777935057	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.153898796	1	< 0.1%
-4.102768496	1	< 0.1%
-4.074922408	1	< 0.1%
-4.0721217	1	< 0.1%
-4.069742029	1	< 0.1%

Value	Count	Frequency (%)
11.14766861	1	< 0.1%
5.249749785	1	< 0.1%
5.249572137	1	< 0.1%
5.23233722	1	< 0.1%
5.228602135	1	< 0.1%

v_14
Real number (ℝ)

Distinct	143998
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0006882314377
Minimum	-6.546555965
Maximum	8.658417877
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-6.546555965
5-th percentile	-2.109160871
Q1	-0.4370336682
median	0.1412459925
Q3	0.6803780745
95-th percentile	1.365639579
Maximum	8.658417877
Range	15.20497384
Interquartile range (IQR)	1.117411743

Descriptive statistics

Standard deviation	1.038685151
Coefficient of variation (CV)	-1509.209104
Kurtosis	2.393525934
Mean	-0.0006882314377
Median Absolute Deviation (MAD)	0.5573812386
Skewness	-1.186355325
Sum	-103.2347157
Variance	1.078866844
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.003014936599	20	< 0.1%
-2.290343715	16	< 0.1%
-3.059444119	15	< 0.1%
1.02748673	15	< 0.1%
0.8695861711	15	< 0.1%
-1.330412484	15	< 0.1%
-0.5508258348	14	< 0.1%
-2.488781485	14	< 0.1%
0.9797061334	14	< 0.1%
1.162447648	12	< 0.1%
Other values (143988)	149850	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.546555965	1	< 0.1%
-6.124708498	1	< 0.1%
-6.123291914	1	< 0.1%
-6.113291304	1	< 0.1%
-6.066107398	1	< 0.1%

Value	Count	Frequency (%)
8.658417877	1	< 0.1%
2.743992717	1	< 0.1%
2.729442487	1	< 0.1%
2.697364726	1	< 0.1%
2.628865462	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	SaleID	name	regDate	model	brand	bodyType	fuelType	gearbox	power	kilometer	notRepairedDamage	regionCode	creatDate	price	v_0	v_1	v_2	v_3	v_4	v_5	v_6	v_7	v_8	v_9	v_10	v_11	v_12	v_13	v_14
0	0	736	20040402	30.0	6	1.0	0.0	0.0	60	12.5	0.0	1046	20160404	1850	43.357796	3.966344	0.050257	2.159744	1.143786	0.235676	0.101988	0.129549	0.022816	0.097462	-2.881803	2.804097	-2.420821	0.795292	0.914762
1	1	2262	20030301	40.0	1	2.0	0.0	0.0	0	15.0	-	4366	20160309	3600	45.305273	5.236112	0.137925	1.380657	-1.422165	0.264777	0.121004	0.135731	0.026597	0.020582	-4.900482	2.096338	-1.030483	-1.722674	0.245522
2	2	14874	20040403	115.0	15	1.0	0.0	0.0	163	12.5	0.0	2806	20160402	6222	45.978359	4.823792	1.319524	-0.998467	-0.996911	0.251410	0.114912	0.165147	0.062173	0.027075	-4.846749	1.803559	1.565330	-0.832687	-0.229963
3	3	71865	19960908	109.0	10	0.0	0.0	1.0	193	15.0	0.0	434	20160312	2400	45.687478	4.492574	-0.050616	0.883600	-2.228079	0.274293	0.110300	0.121964	0.033395	0.000000	-4.509599	1.285940	-0.501868	-2.438353	-0.478699
4	4	111080	20120103	110.0	5	1.0	0.0	0.0	68	5.0	0.0	6977	20160313	5200	44.383511	2.031433	0.572169	-1.571239	2.246088	0.228036	0.073205	0.091880	0.078819	0.121534	-1.896240	0.910783	0.931110	2.834518	1.923482
5	5	137642	20090602	24.0	10	0.0	1.0	0.0	109	10.0	0.0	3690	20160319	8000	46.323165	-3.229285	0.156615	-1.727217	-0.345690	0.260246	0.000518	0.119838	0.090922	0.048769	1.885526	-2.721943	2.457660	-0.286973	0.206573
6	6	2402	19990411	13.0	4	0.0	0.0	1.0	150	15.0	0.0	3073	20160317	3500	46.104335	4.926219	0.113311	1.644606	-1.270381	0.267998	0.117675	0.142334	0.025446	0.028174	-4.902200	1.610616	-0.834605	-1.996117	-0.103180
7	7	165346	19990706	26.0	14	1.0	0.0	0.0	101	15.0	0.0	4000	20160326	1000	42.255586	-3.167771	-0.676693	1.942673	0.524206	0.239506	0.000000	0.122943	0.039839	0.082413	3.693829	-0.245014	-2.192810	0.236728	0.195567
8	8	2974	20030205	19.0	1	2.0	1.0	1.0	179	15.0	0.0	4679	20160326	2850	46.084888	4.893717	0.475333	0.556575	-1.262490	0.263833	0.116583	0.144255	0.039851	0.024388	-4.925234	1.587796	0.075348	-1.551098	0.069433
9	9	82021	19980101	7.0	7	5.0	0.0	0.0	88	15.0	0.0	302	20160402	650	43.074626	1.666386	-2.201545	3.096861	0.843852	0.262473	0.068267	0.012176	0.010291	0.098727	-1.089584	0.600683	-4.186210	0.198273	-1.025822

Last rows

	SaleID	name	regDate	model	brand	bodyType	fuelType	gearbox	power	kilometer	regionCode	creatDate	price	v_0	v_1	v_2	v_3	v_4	v_5	v_6	v_7	v_8	v_9	v_10	v_11	v_12	v_13	v_14
149990	149990	34661	20011207	41.0	6	1.0	0.0	0.0	60	8.0	6068	20160331	450	41.583949	-3.180839	-0.979553	3.072364	1.835741	0.229719	0.000000	0.115674	0.026696	0.123634	4.084478	0.243821	-3.505239	1.285790	0.856962
149991	149991	54959	20120401	47.0	1	5.0	0.0	1.0	211	5.0	4225	20160321	24950	48.728180	5.614035	0.703266	-3.768265	-1.347244	0.279264	0.125922	0.068898	0.095320	0.012592	-7.088874	-0.425371	4.044331	-0.633829	0.586724
149992	149992	183499	20001206	32.0	8	1.0	0.0	0.0	82	15.0	5102	20160309	950	41.993906	-3.126642	-0.795836	1.808947	1.203226	0.234736	0.000000	0.105834	0.042096	0.102435	3.735963	-0.176973	-2.353203	0.998859	-0.085879
149993	149993	72087	20041103	184.0	11	0.0	1.0	0.0	140	2.0	519	20160324	4399	44.175418	-3.045687	-0.886965	-1.392449	0.448469	0.255349	0.000413	0.041439	0.082465	0.074247	2.374701	-2.196298	0.642920	0.900097	-0.721607
149994	149994	43073	20120107	42.0	1	1.0	0.0	0.0	122	3.0	5053	20160324	14780	47.055121	4.733281	1.851484	-1.885076	1.219955	0.235129	0.114628	0.170323	0.080325	0.091744	-5.138297	1.442491	2.812579	0.951352	-1.600794
149995	149995	163978	20000607	121.0	10	4.0	0.0	1.0	163	15.0	4576	20160327	5900	45.316543	-3.139095	-1.269707	-0.736609	-1.505820	0.280264	0.000310	0.048441	0.071158	0.019174	1.988114	-2.983973	0.589167	-1.304370	-0.302592
149996	149996	184535	20091102	116.0	11	0.0	0.0	0.0	125	10.0	2826	20160312	9500	45.972058	-3.143764	-0.023523	-2.366699	0.698012	0.253217	0.000777	0.084079	0.099681	0.079371	1.839166	-2.774615	2.553994	0.924196	-0.272160
149997	149997	147587	20101003	60.0	11	1.0	1.0	0.0	90	6.0	3302	20160328	7500	44.733481	-3.105721	0.595454	-2.279091	1.423661	0.233353	0.000705	0.118872	0.100118	0.097914	2.439812	-1.630677	2.290197	1.891922	0.414931
149998	149998	45907	20060312	34.0	10	3.0	1.0	0.0	156	15.0	1877	20160401	4999	45.658634	-3.204785	-0.441680	-1.179812	0.620680	0.256369	0.000252	0.081479	0.083558	0.081498	2.075380	-2.633719	1.414937	0.431981	-1.659014
149999	149999	177672	19990204	19.0	28	6.0	0.0	1.0	193	12.5	235	20160305	4700	45.536383	-3.200326	-1.612893	-0.067144	-1.396166	0.284475	0.000000	0.040072	0.062543	0.025819	1.978453	-3.179913	0.031724	-1.483350	-0.342674

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows